{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Author: Michael Gygli ([Github](https://github.com/gyglim), [Twitter](https://twitter.com/GygliMichael)), 2016-01-13 \n",
    "\n",
    "# Introduction #\n",
    "\n",
    "This example demonstrates how to compute *C3D convolutional features* using Lasagne and Theano. C3D can be used as a general video feature and has shown strong performance. You can find more information in the paper [1] or the caffe-based reference implementation [2].\n",
    "* [1]: D. Tran, L. Bourdev, R. Fergus, L. Torresani, and M. Paluri, Learning Spatiotemporal Features with 3D Convolutional Networks, ICCV 2015, http://vlg.cs.dartmouth.edu/c3d/c3d_video.pdf\n",
    "* [2]: http://vlg.cs.dartmouth.edu/c3d/\n",
    "\n",
    "# Preparation steps #\n",
    "\n",
    "This demo uses the pretrained C3D weights, as well as the c3d module in the Lasagne Recipes modelzoo. Thus, you will need to get the Recipes from github (https://github.com/Lasagne/Recipes) first.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using gpu device 0: GeForce GTX TITAN X (CNMeM is disabled, cuDNN 5103)\n"
     ]
    }
   ],
   "source": [
    "# Import models and set path\n",
    "import sys\n",
    "model_dir='../modelzoo/' # Path to your recipes/modelzoo\n",
    "sys.path.insert(0,model_dir)\n",
    "import c3d\n",
    "import lasagne\n",
    "import theano"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "converted 'https://s3.amazonaws.com/lasagne/recipes/pretrained/c3d/c3d_model.pkl' (ISO-8859-1) -> 'https://s3.amazonaws.com/lasagne/recipes/pretrained/c3d/c3d_model.pkl' (UTF-8)\n",
      "--2017-01-09 19:10:34--  https://s3.amazonaws.com/lasagne/recipes/pretrained/c3d/c3d_model.pkl\n",
      "Resolving s3.amazonaws.com (s3.amazonaws.com)... 54.231.114.8\n",
      "Connecting to s3.amazonaws.com (s3.amazonaws.com)|54.231.114.8|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 319965140 (305M) [binary/octet-stream]\n",
      "Saving to: 'c3d_model.pkl'\n",
      "\n",
      "c3d_model.pkl       100%[=====================>] 305.14M  4.61MB/s   in 77s    \n",
      "\n",
      "2017-01-09 19:11:53 (3.97 MB/s) - 'c3d_model.pkl' saved [319965140/319965140]\n",
      "\n",
      "converted 'https://s3.amazonaws.com/lasagne/recipes/pretrained/c3d/snipplet_mean.npy' (ISO-8859-1) -> 'https://s3.amazonaws.com/lasagne/recipes/pretrained/c3d/snipplet_mean.npy' (UTF-8)\n",
      "--2017-01-09 19:11:53--  https://s3.amazonaws.com/lasagne/recipes/pretrained/c3d/snipplet_mean.npy\n",
      "Resolving s3.amazonaws.com (s3.amazonaws.com)... 52.216.0.179\n",
      "Connecting to s3.amazonaws.com (s3.amazonaws.com)|52.216.0.179|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 8405088 (8.0M) [binary/octet-stream]\n",
      "Saving to: 'snipplet_mean.npy'\n",
      "\n",
      "snipplet_mean.npy   100%[=====================>]   8.02M  1.82MB/s   in 4.4s   \n",
      "\n",
      "2017-01-09 19:11:58 (1.82 MB/s) - 'snipplet_mean.npy' saved [8405088/8405088]\n",
      "\n",
      "converted 'https://s3.amazonaws.com/lasagne/recipes/pretrained/c3d/labels.txt' (ISO-8859-1) -> 'https://s3.amazonaws.com/lasagne/recipes/pretrained/c3d/labels.txt' (UTF-8)\n",
      "--2017-01-09 19:11:58--  https://s3.amazonaws.com/lasagne/recipes/pretrained/c3d/labels.txt\n",
      "Resolving s3.amazonaws.com (s3.amazonaws.com)... 54.231.41.82\n",
      "Connecting to s3.amazonaws.com (s3.amazonaws.com)|54.231.41.82|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 6504 (6.4K) [text/plain]\n",
      "Saving to: 'labels.txt'\n",
      "\n",
      "labels.txt          100%[=====================>]   6.35K  --.-KB/s   in 0s     \n",
      "\n",
      "2017-01-09 19:11:59 (109 MB/s) - 'labels.txt' saved [6504/6504]\n",
      "\n",
      "converted 'https://s3.amazonaws.com/lasagne/recipes/pretrained/c3d/example_snip.npy' (ISO-8859-1) -> 'https://s3.amazonaws.com/lasagne/recipes/pretrained/c3d/example_snip.npy' (UTF-8)\n",
      "--2017-01-09 19:11:59--  https://s3.amazonaws.com/lasagne/recipes/pretrained/c3d/example_snip.npy\n",
      "Resolving s3.amazonaws.com (s3.amazonaws.com)... 54.231.41.82\n",
      "Connecting to s3.amazonaws.com (s3.amazonaws.com)|54.231.41.82|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 3686496 (3.5M) [binary/octet-stream]\n",
      "Saving to: 'example_snip.npy'\n",
      "\n",
      "example_snip.npy    100%[=====================>]   3.52M  1.09MB/s   in 3.2s   \n",
      "\n",
      "2017-01-09 19:12:03 (1.09 MB/s) - 'example_snip.npy' saved [3686496/3686496]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Download the weights and mean of the model\n",
    "!wget -N https://s3.amazonaws.com/lasagne/recipes/pretrained/c3d/c3d_model.pkl\n",
    "!wget -N https://s3.amazonaws.com/lasagne/recipes/pretrained/c3d/snipplet_mean.npy    \n",
    "    \n",
    "# And the classes of Sports1m\n",
    "!wget -N https://s3.amazonaws.com/lasagne/recipes/pretrained/c3d/labels.txt\n",
    "\n",
    "# Finally, an example sniplet\n",
    "!wget -N https://s3.amazonaws.com/lasagne/recipes/pretrained/c3d/example_snip.npy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Load pretrained weights from c3d_model.pkl...\n",
      "Set the weights...\n"
     ]
    }
   ],
   "source": [
    "# Build model\n",
    "net = c3d.build_model()\n",
    "\n",
    "# Set the weights (takes some time)\n",
    "c3d.set_weights(net['prob'],'c3d_model.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f11cf492a90>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAU8AAAEACAYAAAAzw/RLAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nM27GzbgZn2P8f6OUDFEfqV2WAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f11cf538bd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load the video snipplet and show an example frame\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "snip=np.load('example_snip.npy')\n",
    "plt.imshow(snip[0,:,:,:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Convert the video snipplet to the right format\n",
    "# i.e. (nr in batch, channel, frameNr, y, x) and substract mean\n",
    "caffe_snip=c3d.get_snips(snip,image_mean=np.load('snipplet_mean.npy'),start=0, with_mirrored=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Compile prediction function\n",
    "prediction = lasagne.layers.get_output(net['prob'], deterministic=True)\n",
    "pred_fn = theano.function([net['input'].input_var], prediction, allow_input_downcast = True); "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Now we can get a prediction\n",
    "probabilities=pred_fn(caffe_snip).mean(axis=0) # As we average over flipped and non-flipped"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top 10 class probabilities:\n",
      "         wiffle ball: 29.87%\n",
      "      knife throwing: 13.12%\n",
      "             croquet: 11.36%\n",
      "           disc golf: 5.30%\n",
      "            kickball: 5.15%\n",
      "            rounders: 4.48%\n",
      "               bocce: 3.53%\n",
      "           dodgeball: 2.25%\n",
      "           boomerang: 1.71%\n",
      "            tee ball: 1.39%\n"
     ]
    }
   ],
   "source": [
    "# Load labels\n",
    "with open('labels.txt','r') as f:\n",
    "    class2label=dict(enumerate([name.rstrip('\\n') for name in f]))\n",
    "    \n",
    "# Show the post probable ones\n",
    "print('Top 10 class probabilities:')\n",
    "for class_id in (-probabilities).argsort()[0:10]:\n",
    "    print('%20s: %.2f%%' % (class2label[class_id],100*probabilities[class_id]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "#### Comparison to C3D reference implementation ####\n",
    "For this example, the Top 10 probabilities of the original C3D implementation are:\n",
    "\n",
    "         wiffle ball: 29.91%\n",
    "      knife throwing: 13.11%\n",
    "             croquet: 11.27%\n",
    "           disc golf: 5.29%\n",
    "            kickball: 5.18%\n",
    "            rounders: 4.48%\n",
    "               bocce: 3.53%\n",
    "           dodgeball: 2.27%\n",
    "           boomerang: 1.71%\n",
    "            tee ball: 1.39%\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
